all_hands_combined.cascade

tracciatore di mani con webcam

0.736733 * [FourBoxesSame (1,2,11,4),(9,3,19,5),(9,1,19,3),(3,3,13,5)]>=-173.308 (0.323719)
0.658173 * [LeftRightSame 8,10 x 7,8,9]<-3.12892 (0.34115)
0.656297 * [FourBoxesSame (1,0,10,3),(0,1,9,4),(0,-1,9,2),(3,1,12,4)]<349.475 (0.341572)
0.704966 * [LeftRightSame 6,7 x 5,7,9]>=7.29318 (0.330712)
0.690868 * [FourBoxesSame (16,5,18,9),(17,6,19,10),(17,3,19,7),(18,5,20,9)]>=-140.724 (0.33384)
0.627102 * [FourBoxesSame (13,9,15,12),(14,10,16,13),(14,7,16,10),(15,9,17,12)]>=28.924 (0.348168)
0.673878 * [FourBoxesSame (4,8,6,16),(4,9,6,17),(4,6,6,14),(6,8,8,16)]>=423.764 (0.337629)
0.755155 * [FourBoxesSame (7,12,12,14),(10,13,15,15),(10,11,15,13),(9,13,14,15)]>=-165.96 (0.319699)
STRONG classifier 12 (fpr:0.00809717, dr:0.247505):
39 weak classifiers, threshold 0.617645:
0.931803 * [FourBoxesSame (19,0,21,8),(20,1,22,9),(20,-1,22,7),(21,1,23,9)]>=-177.895 (0.282559)
0.891822 * [FourBoxesSame (17,5,20,12),(17,6,20,13),(17,-1,20,6),(19,1,22,8)]<139.273 (0.290734)
0.82923 * [FourBoxesSame (14,8,16,10),(12,10,14,12),(12,19,14,21),(16,21,18,23)]>=20.4319 (0.303808)
0.863738 * [UpDownSame 13,15,17 x 19,22]<-15.0373 (0.296559)
0.774738 * [FourBoxesSame (4,9,12,11),(10,10,18,12),(10,5,18,7),(6,7,14,9)]>=-211.35 (0.315455)
0.750392 * [FourBoxesSame (9,18,12,20),(2,19,5,21),(2,6,5,8),(11,8,14,10)]<63.6625 (0.320736)
0.679741 * [UpDownSame -1,0,1 x 5,7]<-5.97384 (0.336319)
0.781564 * [FourBoxesSame (7,7,14,9),(9,8,16,10),(9,6,16,8),(9,8,16,10)]<128.894 (0.313983)
0.717939 * [FourBoxesSame (18,14,20,17),(0,15,2,18),(0,4,2,7),(20,6,22,9)]>=334.116 (0.327847)
0.735372 * [LeftRightSame 2,8 x 20,22,24]>=-12.5657 (0.324017)
0.826564 * [LeftRightSame 20,24 x 19,21,23]<-12.3876 (0.304372)
0.853806 * [LeftRightSame 7,11 x 20,21,22]<3.82486 (0.298635)
0.694098 * [FourBoxesSame (4,10,7,18),(6,11,9,19),(6,12,9,20),(6,14,9,22)]>=220.625 (0.333122)
0.75522 * [UpDownSame 20,21,22 x 17,18]>=-0.656132 (0.319685)
0.734993 * [FourBoxesSame (18,2,21,4),(2,3,5,5),(2,9,5,11),(20,11,23,13)]>=145.061 (0.3241)
0.709619 * [UpDownSame 20,21,22 x 13,16]<1.32838 (0.329683)
0.670039 * [LeftRightSame 18,20 x 2,5,8]<-17.9759 (0.338488)
0.698603 * [FourBoxesSame (10,6,17,14),(12,7,19,15),(12,6,19,14),(12,8,19,16)]>=-396.068 (0.332122)
0.74614 * [FourBoxesSame (8,10,16,12),(6,11,14,13),(6,9,14,11),(10,11,18,13)]<112.504 (0.321663)
0.792836 * [UpDownSame 5,9,13 x 7,13]<-109.193 (0.31156)
0.653794 * [FourBoxesSame (0,2,16,18),(1,3,17,19),(1,4,17,20),(2,6,18,22)]>=-703.121 (0.342135)
0.748974 * [FourBoxesSame (7,8,11,12),(5,9,9,13),(5,6,9,10),(9,8,13,12)]>=-284.541 (0.321045)
0.728286 * [FourBoxesSame (14,14,16,20),(10,15,12,21),(10,15,12,21),(16,17,18,23)]>=152.027 (0.325571)
0.751893 * [FourBoxesSame (19,3,21,5),(14,5,16,7),(14,4,16,6),(21,6,23,8)]>=-84.2618 (0.320409)
0.70961 * [FourBoxesSame (18,4,20,14),(0,5,2,15),(0,4,2,14),(20,6,22,16)]<241.582 (0.329685)
0.779767 * [FourBoxesSame (5,1,12,5),(6,2,13,6),(6,0,13,4),(7,2,14,6)]>=354.42 (0.31437)
0.713948 * [FourBoxesSame (12,1,18,3),(6,2,12,4),(6,-1,12,1),(14,1,20,3)]<110.772 (0.328727)
0.66849 * [FourBoxesSame (3,4,5,7),(0,5,2,8),(0,7,2,10),(5,9,7,12)]>=-65.9087 (0.338835)
0.787364 * [FourBoxesSame (10,1,20,12),(6,2,16,13),(6,-1,16,10),(12,1,22,12)]>=739.58 (0.312735)
0.738908 * [FourBoxesSame (7,11,18,20),(3,12,14,21),(3,10,14,19),(9,12,20,21)]<-484.491 (0.323243)
0.682077 * [FourBoxesSame (16,6,18,9),(16,7,18,10),(16,5,18,8),(18,7,20,10)]<113.355 (0.335798)
0.65192 * [FourBoxesSame (15,8,18,16),(6,9,9,17),(6,7,9,15),(17,9,20,17)]>=-275.529 (0.342557)
0.849599 * [FourBoxesSame (16,3,20,19),(12,4,16,20),(12,0,16,16),(18,2,22,18)]<-745.074 (0.299517)
0.680328 * [FourBoxesSame (13,19,21,22),(13,20,21,23),(13,17,21,20),(15,19,23,22)]<705.058 (0.336188)
0.800984 * [UpDownSame 8,15,22 x 19,21]<-89.7301 (0.309815)
0.700186 * [FourBoxesSame (10,4,20,7),(12,5,22,8),(12,4,22,7),(12,6,22,9)]<227.376 (0.331771)
0.706191 * [FourBoxesSame (12,13,19,19),(14,14,21,20),(14,15,21,21),(14,17,21,23)]>=591.018 (0.330441)
0.728304 * [UpDownSame 16,18,20 x 8,23]<13.8373 (0.325567)
0.699203 * [FourBoxesSame (18,0,21,12),(2,1,5,13),(2,0,5,12),(20,2,23,14)]>=-164.528 (0.331989)
BRANCH 1 "sidepoint" (fpr:1.89568e-17, dr:0.356522)
5 strong classifiers.
STRONG classifier 6 (fpr:0.00501253, dr:0.93913):
3 weak classifiers, threshold 0.5:
4.53496 * [FourBoxesSame (9,11,11,15),(8,12,10,16),(8,10,10,14),(11,12,13,16)]>=134.071 (0.0106135)
4.38968 * [FourBoxesSame (8,14,11,17),(10,15,13,18),(10,13,13,16),(10,15,13,18)]>=110.008 (0.0122527)
4.27238 * [FourBoxesSame (11,13,13,15),(0,15,2,17),(0,16,2,18),(13,18,15,20)]<-81.3667 (0.0137567)
STRONG classifier 7 (fpr:0.0075188, dr:0.907246):
19 weak classifiers, threshold 0.5:
2.02206 * [FourBoxesSame (12,13,15,15),(14,14,17,16),(14,12,17,14),(14,14,17,16)]<-161.718 (0.116906)
1.96468 * [FourBoxesSame (3,0,15,11),(5,1,17,12),(5,0,17,11),(5,2,17,13)]<-1104.96 (0.122961)
1.88408 * [UpDownSame 13,15,17 x 12,13]<-10.6415 (0.131921)
1.88454 * [FourBoxesSame (10,11,13,13),(5,12,8,14),(5,11,8,13),(12,13,15,15)]>=145.819 (0.131868)
1.5158 * [FourBoxesSame (-1,0,15,17),(3,1,19,18),(3,-1,19,16),(1,1,17,18)]<-660.263 (0.180081)
1.64026 * [LeftRightSame 13,15 x 13,14,15]<-3.86076 (0.16243)
1.54094 * [UpDownSame 11,12,13 x 9,19]>=9.54614 (0.176399)
1.67948 * [FourBoxesSame (17,2,19,22),(0,3,2,23),(0,-1,2,19),(19,1,21,21)]>=690.682 (0.157164)
1.70686 * [FourBoxesSame (10,14,13,19),(11,15,14,20),(11,11,14,16),(12,13,15,18)]>=66.108 (0.153571)
1.51602 * [FourBoxesSame (14,1,16,5),(0,2,2,6),(0,-1,2,3),(16,1,18,5)]>=139.374 (0.180048)
1.83991 * [FourBoxesSame (10,10,20,13),(3,11,13,14),(3,12,13,15),(12,14,22,17)]>=-346.361 (0.137062)
1.48378 * [FourBoxesSame (12,13,14,16),(7,14,9,17),(7,13,9,16),(14,15,16,18)]<-258.058 (0.184857)
1.59557 * [FourBoxesSame (-1,0,9,3),(1,1,11,4),(1,-1,11,2),(1,1,11,4)]<-17.273 (0.168602)
1.38714 * [FourBoxesSame (11,0,15,7),(13,1,17,8),(13,0,17,7),(13,2,17,9)]<-272.205 (0.199864)
1.6284 * [FourBoxesSame (19,13,21,16),(8,14,10,17),(8,18,10,21),(21,20,23,23)]>=186.467 (0.16405)
1.58517 * [FourBoxesSame (9,6,11,15),(6,7,8,16),(6,5,8,14),(11,7,13,16)]>=94.3571 (0.170065)
1.37152 * [UpDownSame 12,13,14 x 12,17]>=6.74497 (0.202375)
1.43949 * [LeftRightSame 0,6 x 14,15,16]<-15.0002 (0.191624)
1.4035 * [FourBoxesSame (8,15,16,17),(8,16,16,18),(8,13,16,15),(10,15,18,17)]>=4.94819 (0.197261)
STRONG classifier 8 (fpr:0.0075188, dr:0.855072):
41 weak classifiers, threshold 0.541962:
1.6895 * [FourBoxesSame (17,10,19,14),(14,11,16,15),(14,9,16,13),(19,11,21,15)]>=124.782 (0.155841)
1.24243 * [LeftRightSame 7,15 x 10,12,14]>=4.10945 (0.224013)
1.23 * [UpDownSame 12,13,14 x 12,13]>=5.92177 (0.226181)
1.16722 * [LeftRightSame 15,16 x 6,8,10]<-5.58907 (0.237357)
1.16106 * [LeftRightSame 11,16 x 14,19,24]>=164.381 (0.238474)
1.20617 * [UpDownSame 16,20,24 x 17,18]<16.6504 (0.230379)
1.16233 * [FourBoxesSame (4,15,6,18),(3,16,5,19),(3,14,5,17),(6,16,8,19)]>=195.952 (0.238245)
1.15848 * [FourBoxesSame (16,12,18,15),(15,13,17,16),(15,11,17,14),(18,13,20,16)]>=5.49297 (0.238944)
1.16556 * [FourBoxesSame (11,13,14,15),(2,14,5,16),(2,9,5,11),(13,11,16,13)]<36.1425 (0.237658)
1.21498 * [LeftRightSame 15,24 x 20,21,22]>=20.9957 (0.228821)
1.23167 * [FourBoxesSame (7,12,11,17),(5,13,9,18),(5,12,9,17),(9,14,13,19)]>=-109.484 (0.225889)
1.05173 * [UpDownSame 13,15,17 x 12,13]<-16.7277 (0.258893)
1.08224 * [FourBoxesSame (8,8,16,10),(3,9,11,11),(3,9,11,11),(10,11,18,13)]<-669.869 (0.253083)
1.05554 * [FourBoxesSame (2,12,20,21),(0,13,18,22),(0,11,18,20),(4,13,22,22)]<369.627 (0.258162)
1.06309 * [FourBoxesSame (5,15,7,19),(5,16,7,20),(5,14,7,18),(7,16,9,20)]>=279.191 (0.256719)
1.12004 * [FourBoxesSame (8,10,14,13),(13,11,19,14),(13,8,19,11),(10,10,16,13)]>=-390.169 (0.246003)
1.10507 * [LeftRightSame -1,6 x 16,17,18]>=7.09543 (0.248791)
1.07797 * [FourBoxesSame (4,0,7,5),(1,1,4,6),(1,4,4,9),(6,6,9,11)]>=-569.408 (0.253891)
1.09541 * [LeftRightSame 2,4 x 16,17,18]<-3.2738 (0.250602)
1.12051 * [FourBoxesSame (10,4,21,10),(5,5,16,11),(5,2,16,8),(12,4,23,10)]>=-721.254 (0.245917)
1.11143 * [FourBoxesSame (13,0,15,16),(13,1,15,17),(13,0,15,16),(15,2,17,18)]>=303.241 (0.247604)
1.12829 * [FourBoxesSame (9,13,11,16),(8,14,10,17),(8,11,10,14),(11,13,13,16)]>=257.128 (0.244477)
0.988477 * [FourBoxesSame (19,7,21,9),(6,9,8,11),(6,11,8,13),(21,13,23,15)]>=-46.3876 (0.271213)
1.06113 * [FourBoxesSame (14,13,16,17),(15,14,17,18),(15,6,17,10),(16,8,18,12)]>=-464.755 (0.257094)
1.20335 * [LeftRightSame 3,10 x 12,15,18]<-131.829 (0.230879)
1.09984 * [FourBoxesSame (11,4,21,9),(12,5,22,10),(12,4,22,9),(13,6,23,11)]>=-193.447 (0.24977)
0.960925 * [FourBoxesSame (12,13,16,18),(13,14,17,19),(13,11,17,16),(14,13,18,18)]<-24.3853 (0.276693)
1.14106 * [LeftRightSame 10,22 x 1,8,15]<-503.451 (0.242125)
1.12104 * [FourBoxesSame (10,4,12,14),(8,5,10,15),(8,3,10,13),(12,5,14,15)]>=144.179 (0.245818)
0.949815 * [FourBoxesSame (12,11,14,14),(0,12,2,15),(0,12,2,15),(14,14,16,17)]<34.8162 (0.278922)
1.25003 * [LeftRightSame 2,6 x 16,17,18]>=15.5785 (0.222695)
1.07541 * [FourBoxesSame (19,9,21,11),(1,11,3,13),(1,8,3,10),(21,10,23,12)]>=-150.506 (0.254375)
1.07237 * [LeftRightSame 11,12 x 13,15,17]>=1.05024 (0.254952)
0.94069 * [FourBoxesSame (9,13,12,16),(8,14,11,17),(8,11,11,14),(11,13,14,16)]>=453.722 (0.280761)
0.939032 * [FourBoxesSame (7,16,13,18),(12,17,18,19),(12,15,18,17),(9,17,15,19)]<143.426 (0.281096)
1.00164 * [LeftRightSame 0,20 x 15,18,21]>=232.902 (0.268619)
1.0221 * [FourBoxesSame (8,10,13,12),(11,11,16,13),(11,9,16,11),(10,11,15,13)]>=-141.655 (0.264618)
1.03581 * [FourBoxesSame (4,14,6,18),(5,15,7,19),(5,13,7,17),(6,15,8,19)]>=315.996 (0.26196)
1.23645 * [FourBoxesSame (11,13,16,18),(13,14,18,19),(13,10,18,15),(13,12,18,17)]<113.159 (0.225054)
1.00552 * [LeftRightSame 21,23 x 19,21,23]>=12.2801 (0.267857)
1.12569 * [FourBoxesSame (15,15,18,18),(12,16,15,19),(12,12,15,15),(17,14,20,17)]>=-17.8037 (0.244957)
STRONG classifier 9 (fpr:0.0075188, dr:0.678261):
36 weak classifiers, threshold 0.585236:
1.22643 * [FourBoxesSame (8,8,11,11),(1,9,4,12),(1,8,4,11),(10,10,13,13)]<-218.312 (0.226806)
1.00974 * [FourBoxesSame (17,6,19,8),(15,8,17,10),(15,12,17,14),(19,14,21,16)]>=-239.567 (0.267031)
1.04781 * [FourBoxesSame (11,12,17,14),(12,13,18,15),(12,10,18,12),(13,12,19,14)]<-685.226 (0.259645)
1.00579 * [FourBoxesSame (4,14,8,17),(4,15,8,18),(4,13,8,16),(6,15,10,18)]<-251.133 (0.267805)
0.874658 * [FourBoxesSame (11,15,14,17),(12,16,15,18),(12,14,15,16),(13,16,16,18)]>=50.9504 (0.294286)
0.817075 * [FourBoxesSame (18,9,20,17),(15,10,17,18),(15,7,17,15),(20,9,22,17)]<-681.847 (0.306385)
1.12344 * [FourBoxesSame (9,17,11,19),(9,19,11,21),(9,17,11,19),(11,19,13,21)]<39.5211 (0.245373)
0.869007 * [FourBoxesSame (10,6,15,11),(13,7,18,12),(13,6,18,11),(12,8,17,13)]<-579.67 (0.295461)
0.944303 * [FourBoxesSame (15,16,18,18),(15,17,18,19),(15,12,18,14),(17,14,20,16)]<80.7433 (0.280032)
0.986429 * [FourBoxesSame (3,9,9,15),(3,10,9,16),(3,9,9,15),(5,11,11,17)]>=540.43 (0.271618)
0.941874 * [FourBoxesSame (16,3,19,5),(14,4,17,6),(14,10,17,12),(18,12,21,14)]<203.562 (0.280522)
0.933816 * [LeftRightSame 13,14 x 5,6,7]<-1.77737 (0.282151)
0.797867 * [FourBoxesSame (15,4,17,19),(9,5,11,20),(9,3,11,18),(17,5,19,20)]<-472.98 (0.310482)
0.984847 * [UpDownSame 5,10,15 x 15,18]>=-74.647 (0.271931)
0.945389 * [FourBoxesSame (10,12,18,14),(4,13,12,15),(4,10,12,12),(12,12,20,14)]>=212.698 (0.279813)
0.872546 * [LeftRightSame 11,12 x 12,13,14]>=0.0332393 (0.294725)
0.96723 * [FourBoxesSame (9,10,13,21),(12,11,16,22),(12,4,16,15),(11,6,15,17)]<-1474.58 (0.275433)
0.950914 * [UpDownSame 7,8,9 x 15,17]<-0.0822523 (0.278701)
0.862492 * [FourBoxesSame (6,1,11,8),(3,2,8,9),(3,1,8,8),(8,3,13,10)]>=-226.644 (0.296819)
0.789966 * [FourBoxesSame (9,14,12,16),(6,15,9,17),(6,13,9,15),(11,15,14,17)]<-104.151 (0.312176)
0.886111 * [UpDownSame 10,11,12 x 18,24]<2.76285 (0.291913)
0.917184 * [FourBoxesSame (9,9,14,15),(1,10,6,16),(1,6,6,12),(11,8,16,14)]<-397.728 (0.285532)
0.815409 * [FourBoxesSame (14,5,16,18),(14,6,16,19),(14,5,16,18),(16,7,18,20)]<-240.769 (0.306739)
0.839182 * [FourBoxesSame (12,11,14,13),(1,13,3,15),(1,14,3,16),(14,16,16,18)]>=-155.292 (0.301707)
0.872401 * [FourBoxesSame (15,5,18,13),(15,6,18,14),(15,3,18,11),(17,5,20,13)]<-702.568 (0.294755)
0.944635 * [FourBoxesSame (9,2,15,5),(2,3,8,6),(2,6,8,9),(11,8,17,11)]<-215.391 (0.279965)
0.879483 * [FourBoxesSame (5,2,9,4),(7,3,11,5),(7,4,11,6),(7,6,11,8)]>=-56.6206 (0.293285)
0.736902 * [UpDownSame 13,14,15 x 18,19]>=-0.783514 (0.323682)
0.990375 * [FourBoxesSame (18,10,20,17),(14,11,16,18),(14,9,16,16),(20,11,22,18)]<-610.781 (0.270838)
0.94036 * [LeftRightSame 18,21 x 12,13,14]>=-2.11825 (0.280828)
0.903109 * [FourBoxesSame (9,6,12,11),(7,7,10,12),(7,5,10,10),(11,7,14,12)]<-45.5413 (0.288412)
0.823081 * [FourBoxesSame (11,19,13,21),(10,21,12,23),(10,18,12,20),(13,20,15,22)]<-13.7753 (0.30511)
0.896132 * [FourBoxesSame (17,11,19,13),(9,13,11,15),(9,9,11,11),(19,11,21,13)]<-186.49 (0.289846)
0.854599 * [FourBoxesSame (8,12,14,18),(9,13,15,19),(9,11,15,17),(10,13,16,19)]>=-191.357 (0.298469)
0.84775 * [FourBoxesSame (8,9,10,11),(4,11,6,13),(4,10,6,12),(10,12,12,14)]<-96.0421 (0.299905)
0.900022 * [FourBoxesSame (10,14,13,16),(7,15,10,17),(7,13,10,15),(12,15,15,17)]<-106.629 (0.289046)
STRONG classifier 10 (fpr:0.00732601, dr:0.356522):
39 weak classifiers, threshold 0.634399: